Whole Slide Image Classification on Average (CAMELYON16, TCGA-LUAD, TCGA-RCC)
81.74AccuracyOurs (Structured State Space Models)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Ours (Structured State Space Models)state dimension=1282023.06 | 81.74 | 85.58 | |
| CLAM MBNumber of parameters=791 048, Inference time (ms)=5.852023.06 | 80.44 | 86.32 | |
| TransMILNumber of parameters=2 672 146, Inference time (ms)=8.582023.06 | 80.34 | 85.08 | |
| CLAM SBNumber of parameters=790 791, Inference time (ms)=0.842023.06 | 79.41 | 85.32 | |
| Max-poolingNumber of parameters=1 025, Inference time (ms)=77.492023.06 | 74.03 | 78.5 | |
| Mean-poolingNumber of parameters=1 025, Inference time (ms)=5.602023.06 | 69.46 | 73.86 | |
| TransformerNumber of parameters=1 054 978, Inference time (ms)=2.602023.06 | 63.75 | 68.54 | |
| LSTMNumber of parameters=789 250, Inference time (ms)=320.522023.06 | 57.84 | 60.38 |